{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "CDuhyGZEWPUW"
   },
   "source": [
    "# Load drive and necessary things"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3433,
     "status": "ok",
     "timestamp": 1588488655738,
     "user": {
      "displayName": "Ramin Akhtar",
      "photoUrl": "",
      "userId": "18054088260314135543"
     },
     "user_tz": -270
    },
    "id": "jlJfKefWCjWh",
    "outputId": "a5017d8f-f032-49a3-b7d0-4fbfa1d7954f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TensorFlow 1.x selected.\n"
     ]
    }
   ],
   "source": [
    "%tensorflow_version 1.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 7485,
     "status": "ok",
     "timestamp": 1588488971461,
     "user": {
      "displayName": "Ramin Akhtar",
      "photoUrl": "",
      "userId": "18054088260314135543"
     },
     "user_tz": -270
    },
    "id": "Jaxi5k3zTXq6",
    "outputId": "697ca29e-0e41-4e16-c520-86523dd979b1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading data...\n",
      "data shape: (1392, 120, 1922)\n"
     ]
    }
   ],
   "source": [
    "print('Loading data...')\n",
    "data, labels = load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 122
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1543,
     "status": "ok",
     "timestamp": 1588488977850,
     "user": {
      "displayName": "Ramin Akhtar",
      "photoUrl": "",
      "userId": "18054088260314135543"
     },
     "user_tz": -270
    },
    "id": "LsZ5puQTUfED",
    "outputId": "8c2688f0-caa1-4924-d8bb-bc8e5f7a081a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "preparing data...\n",
      "4 class\n",
      "WARNING:tensorflow:From /tensorflow-1.15.2/python3.6/tensorflow_core/python/ops/resource_variable_ops.py:1630: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "If using Keras pass *_constraint arguments to layers.\n"
     ]
    }
   ],
   "source": [
    "mode = [4]\n",
    "print('preparing data...')\n",
    "data, labels = prepare_data(data, labels, mode)\n",
    "(_, timesteps, num_feats) = data.shape\n",
    "num_class = 4\n",
    "model = proposed_model(num_feats, timesteps, num_class)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1782,
     "status": "ok",
     "timestamp": 1588489235507,
     "user": {
      "displayName": "Ramin Akhtar",
      "photoUrl": "",
      "userId": "18054088260314135543"
     },
     "user_tz": -270
    },
    "id": "49DLPxcxUNo7",
    "outputId": "ab2d6a95-d0ce-4980-f183-e59abecd274c"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from keras.utils import plot_model\n",
    "plot_model(model, show_layer_names=False, show_shapes=True, expand_nested=True, dpi=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "RRBHhYHMXAG0"
   },
   "outputs": [],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')\n",
    "%cd drive/My Drive/BE pro\n",
    "! ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 156
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 58243,
     "status": "ok",
     "timestamp": 1588488710567,
     "user": {
      "displayName": "Ramin Akhtar",
      "photoUrl": "",
      "userId": "18054088260314135543"
     },
     "user_tz": -270
    },
    "id": "_q6kr5H-jc-G",
    "outputId": "563ef066-68e2-40b2-e32f-d18d3b901914"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n",
      "/usr/local/lib/python3.6/dist-packages/sklearn/externals/six.py:31: FutureWarning: The module is deprecated in version 0.21 and will be removed in version 0.23 since we've dropped support for Python 2.7. Please rely on the official version of six (https://pypi.org/project/six/).\n",
      "  \"(https://pypi.org/project/six/).\", FutureWarning)\n",
      "/usr/local/lib/python3.6/dist-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.neighbors.base module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.neighbors. Anything that cannot be imported from sklearn.neighbors is now part of the private API.\n",
      "  warnings.warn(message, FutureWarning)\n",
      "/usr/local/lib/python3.6/dist-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.metrics.classification module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.metrics. Anything that cannot be imported from sklearn.metrics is now part of the private API.\n",
      "  warnings.warn(message, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from os import listdir\n",
    "from os.path import isfile, join\n",
    "from keras.backend import clear_session\n",
    "from sklearn.model_selection import train_test_split, StratifiedKFold\n",
    "from sklearn.preprocessing import StandardScaler, OneHotEncoder, MinMaxScaler\n",
    "from keras.layers import Dense, concatenate, Dropout, Conv1D, MaxPooling1D, Flatten, LeakyReLU, Conv2D, Reshape, LSTM\n",
    "from keras.models import Input, Model\n",
    "from keras.initializers import glorot_normal\n",
    "from keras import optimizers\n",
    "import keras.backend as K\n",
    "from tcn import TCN\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from imblearn.metrics import sensitivity_specificity_support\n",
    "from keras.callbacks import LearningRateScheduler\n",
    "from sklearn.utils.class_weight import compute_class_weight\n",
    "from numba import cuda\n",
    "import warnings\n",
    "warnings.simplefilter(action='ignore')\n",
    "from dreegdl import Config, Preprocessing, Kaggle, Training, Utils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Oy4-gcnC-yRy"
   },
   "source": [
    "# Define functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "fru6WSmqeYJM"
   },
   "outputs": [],
   "source": [
    "def pad_N_epochs(x,limit):\n",
    "  out = []\n",
    "  for y in x:\n",
    "    while len(y) < limit:\n",
    "      y = np.concatenate([y,y[-(limit-len(y)):]])\n",
    "    out.append(y[:limit])\n",
    "  return np.array(out)\n",
    "\n",
    "\n",
    "def crop_N_epochs(x,limit):\n",
    "  return np.array([y[:limit] for y in Utils.pad_N_epochs(x,limit)])\n",
    "\n",
    "\n",
    "def load_data():\n",
    "  ##-- load labels\n",
    "  label_path = './labels.xlsx'\n",
    "  xl_file = pd.ExcelFile(label_path)\n",
    "\n",
    "  dfs = {sheet_name: xl_file.parse(sheet_name) \n",
    "            for sheet_name in xl_file.sheet_names}\n",
    "  labels = dfs['Depression Rest']\n",
    "  del xl_file, dfs\n",
    "  ##-- load data\n",
    "  base_dir = './data/'\n",
    "  onlyfiles = [f for f in listdir(base_dir) if isfile(join(base_dir, f))] # get name of files in a folder\n",
    "  data = []\n",
    "  label = []\n",
    "  for i in onlyfiles:\n",
    "    if '_Depression_REST-epo-feat-v1' in i:\n",
    "      temp = np.load(base_dir+i, allow_pickle=True)\n",
    "      temp = pad_N_epochs(temp, 120)\n",
    "      temp = temp.reshape(temp.shape[0], temp.shape[1], -1)\n",
    "      data.append(temp)\n",
    "      Id = int(i.split('_')[0])\n",
    "      lab = labels[labels['id']==Id].BDI.values[0]*np.ones(temp.shape[0]).astype('uint8')\n",
    "      label.append(lab)\n",
    "  del labels, lab, temp\n",
    "  all_data = np.concatenate(data)\n",
    "  all_label = np.concatenate(label)\n",
    "  all_label = all_label.astype('uint8')\n",
    "  print('data shape:', all_data.shape)\n",
    "  del data, label\n",
    "  return all_data, all_label\n",
    "\n",
    "\n",
    "def change_to_4(all_label):\n",
    "  L = np.copy(all_label)\n",
    "  a = np.unique(all_label)\n",
    "  for i in a:\n",
    "      idx = np.where(all_label==i)[0]\n",
    "      if i>=0 and i<=13:\n",
    "          L[idx] = 0\n",
    "      elif i>=14 and i<=19:\n",
    "          L[idx] = 1\n",
    "      elif i>=20 and i<=28:\n",
    "          L[idx] = 2\n",
    "      else:\n",
    "          L[idx] = 3\n",
    "          \n",
    "  all_label = np.copy(L)\n",
    "  del L, a\n",
    "  return all_label\n",
    "\n",
    "\n",
    "def change_to_2(data, label, mode):\n",
    "  idx = []\n",
    "  for i in range(len(mode)):\n",
    "    idx.append(np.where(label==mode[i])[0])\n",
    "  idx = np.concatenate(idx)\n",
    "  data = data[idx]\n",
    "  label = label[idx]\n",
    "  return data, label\n",
    "\n",
    "\n",
    "def prepare_data(data, labels, mode):\n",
    "  if len(mode)==1: # 4 class classification or regression\n",
    "    if mode[0]==0: # do regression\n",
    "      print('regression')\n",
    "      return data, labels\n",
    "    else: # else it is 4 that means do 4class classification\n",
    "      print('4 class')\n",
    "      labels = change_to_4(labels)\n",
    "      return data, labels\n",
    "  else: # that mean do 2class classification\n",
    "    print('2 class')\n",
    "    labels = change_to_4(labels)\n",
    "    data, labels = change_to_2(data, labels, mode)\n",
    "    return data, labels\n",
    "    \n",
    "\n",
    "def proposed_model(input_dim, timesteps, num_class):\n",
    "  krl_init = glorot_normal(seed=42)\n",
    "  i = Input(shape=(timesteps, input_dim, 1), name='inp')\n",
    "  h = Conv2D(filters=64, kernel_size=3, strides=(1, 31), activation='relu', \n",
    "            name='conv2_1', kernel_initializer=krl_init, data_format='channels_last')(i)\n",
    "  h = Conv2D(filters=64, kernel_size=3, strides=(1, 3), activation='relu', \n",
    "            name='conv2_2', kernel_initializer=krl_init, data_format='channels_last')(h)\n",
    "  s = K.int_shape(h)\n",
    "  h = Reshape((s[1], s[2]*s[3]))(h)\n",
    "  h = TCN(return_sequences=True, nb_filters=50, kernel_size=3, kernel_initializer=krl_init,\n",
    "        nb_stacks=1, padding='causal', dilations=[1, 2, 4], activation='relu', name='tcn1')(h)\n",
    "  h = Flatten(name='flt')(h)\n",
    "  h = Dropout(0.5, name='drp1')(h)\n",
    "  h = Dense(512, activation='relu', name='fc1')(h)\n",
    "  if num_class == 1:\n",
    "    h = Dense(1, name='fc2')(h)\n",
    "  else:\n",
    "    h = Dense(num_class, activation='softmax', name='fc3')(h)\n",
    "\n",
    "  model = Model(inputs=i, outputs=h)\n",
    "  adamopt = optimizers.adam(lr=0.0001)\n",
    "  if num_class==1:\n",
    "    model.compile(optimizer=adamopt, loss='mse')\n",
    "  else:\n",
    "    model.compile(optimizer=adamopt, loss='categorical_crossentropy', metrics=['acc'])\n",
    "  \n",
    "  return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "QHGzT9ul-kpc"
   },
   "source": [
    "# train models and results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rHx2HyCnamLy"
   },
   "outputs": [],
   "source": [
    "mode = [2, 3] # [0] || [4] || [i, j]\n",
    "print('Loading data...')\n",
    "data, labels = load_data()\n",
    "print('preparing data...')\n",
    "data, labels = prepare_data(data, labels, mode)\n",
    "skf = StratifiedKFold(n_splits=10, shuffle=True, random_state=21)\n",
    "sc = StandardScaler()\n",
    "encoder = OneHotEncoder(sparse=False)\n",
    "counter = 0\n",
    "train_result = []\n",
    "test_result = []\n",
    "train_conf_mat = np.zeros((2, 2))\n",
    "test_conf_mat = np.zeros((2, 2))\n",
    "train_sensitivity = []\n",
    "train_specificity = []\n",
    "test_sensitivity = []\n",
    "test_specificity = []\n",
    "reg_pred = np.zeros((data.shape[0], 1))\n",
    "print('starting 10 fold...')\n",
    "for train_index, test_index in skf.split(data, labels):\n",
    "  counter +=1\n",
    "  print('Fold:', counter)\n",
    "  train_x, test_x = data[train_index], data[test_index]\n",
    "  train_y, test_y = labels[train_index], labels[test_index]\n",
    "\n",
    "  for i in range(train_x.shape[0]):\n",
    "    sc.partial_fit(train_x[i])\n",
    "  for i in range(train_x.shape[0]):\n",
    "    train_x[i] = sc.transform(train_x[i])\n",
    "  for i in range(test_x.shape[0]):\n",
    "    test_x[i] = sc.transform(test_x[i])\n",
    "  \n",
    "  if len(mode)==1 and mode[0]==0:\n",
    "    num_class = 1\n",
    "  else:\n",
    "    train_y = encoder.fit_transform(train_y.reshape(-1,1))\n",
    "    test_y = encoder.transform(test_y.reshape(-1,1))\n",
    "    num_class = train_y.shape[1]\n",
    "    \n",
    "\n",
    "  (_, timesteps, num_feats) = train_x.shape\n",
    "  train_x = train_x.reshape(train_x.shape[0], train_x.shape[1], train_x.shape[2], 1)\n",
    "  test_x = test_x.reshape(test_x.shape[0], train_x.shape[1], train_x.shape[2], 1)\n",
    "\n",
    "  clear_session()\n",
    "  model = proposed_model(num_feats, timesteps, num_class)\n",
    "  model.fit(train_x, train_y,\n",
    "            batch_size=5, epochs=30,\n",
    "            shuffle=True, verbose=0,\n",
    "            validation_data=(test_x, test_y))\n",
    "  \n",
    "  train_pred = model.predict(train_x)\n",
    "  test_pred = model.predict(test_x)\n",
    "  if len(mode)==1 and mode[0]==0:\n",
    "    train_result.append(mean_squared_error(train_y, train_pred))\n",
    "    test_result.append(mean_squared_error(test_y, test_pred))\n",
    "    reg_pred[test_index] = test_pred.reshape(-1, 1)\n",
    "    print('train mse:', train_result[-1], '-- test mse:', test_result[-1])\n",
    "  else:\n",
    "    train_pred = np.argmax(train_pred, axis=1)\n",
    "    train_y = np.argmax(train_y, axis=1)\n",
    "    train_result.append(np.sum(train_pred==train_y)/train_y.shape[0])\n",
    "    test_pred = np.argmax(test_pred, axis=1)\n",
    "    test_y = np.argmax(test_y, axis=1)\n",
    "    test_result.append(np.sum(test_pred==test_y)/test_y.shape[0])\n",
    "    print('train acc:', train_result[-1], '-- test acc:', test_result[-1])\n",
    "    if len(mode)==2:\n",
    "      temp1, temp2, _ = sensitivity_specificity_support(train_y, train_pred, average='binary')\n",
    "      train_sensitivity.append(temp1)\n",
    "      train_specificity.append(temp2)\n",
    "      temp1, temp2, _ = sensitivity_specificity_support(test_y, test_pred, average='binary')\n",
    "      test_sensitivity.append(temp1)\n",
    "      test_specificity.append(temp2)\n",
    "      train_conf_mat += confusion_matrix(train_y, train_pred)\n",
    "      test_conf_mat += confusion_matrix(test_y, test_pred)\n",
    "    \n",
    "\n",
    "train_result = np.array(train_result)\n",
    "test_result = np.array(test_result)\n",
    "print('proposed model train--> mean:', np.mean(train_result), 'std:',np.std(train_result))\n",
    "print('proposed model test--> mean:', np.mean(test_result), 'std:',np.std(test_result))\n",
    "\n",
    "plt.style.use('seaborn-whitegrid')\n",
    "# train\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.plot(range(1, train_result.shape[0]+1), train_result, 'b.-', linewidth=2)\n",
    "plt.xticks(range(1, train_result.shape[0]+1))\n",
    "plt.xlabel('Fold number')\n",
    "if len(mode)==1 and mode[0]==0:\n",
    "  plt.ylabel('MSE')\n",
    "  plt.savefig('./model results/train_MSE.jpg')\n",
    "else:\n",
    "  plt.ylabel('Accuracy')\n",
    "  if len(mode)==2:\n",
    "    plt.savefig('./model results/train_2class('+str(mode[0])+','+str(mode[1])+')_accuracy.jpg')\n",
    "  else:\n",
    "    plt.savefig('./model results/train_4class.jpg')\n",
    "# test\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.plot(range(1, test_result.shape[0]+1), test_result, 'b.-', linewidth=2)\n",
    "plt.xticks(range(1, test_result.shape[0]+1))\n",
    "plt.xlabel('Fold number')\n",
    "if len(mode)==1 and mode[0]==0:\n",
    "  plt.ylabel('MSE')\n",
    "  plt.savefig('./model results/test_MSE.jpg')\n",
    "else:\n",
    "  plt.ylabel('Accuracy')\n",
    "  if len(mode)==2:\n",
    "    plt.savefig('./model results/test_2class('+str(mode[0])+','+str(mode[1])+')_accuracy.jpg')\n",
    "  else:\n",
    "    plt.savefig('./model results/test_4class.jpg')\n",
    "\n",
    "\n",
    "if len(mode)==2:\n",
    "  train_conf_mat /= 10.\n",
    "  test_conf_mat /= 10.\n",
    "  print('train confusion matrix:\\n', train_conf_mat)\n",
    "  print('test confusion matrix:\\n', test_conf_mat)\n",
    "  train_sensitivity = np.array(train_sensitivity)\n",
    "  train_specificity = np.array(train_specificity)\n",
    "  test_sensitivity = np.array(test_sensitivity)\n",
    "  test_specificity = np.array(test_specificity)\n",
    "  # train\n",
    "  plt.figure(figsize=(10, 8))\n",
    "  plt.plot(range(1, train_result.shape[0]+1), train_result, 'r.-', label='Accuracy', linewidth=2)\n",
    "  plt.plot(range(1, train_sensitivity.shape[0]+1), train_sensitivity, 'g.-', label='sensitivity', linewidth=2)\n",
    "  plt.plot(range(1, train_specificity.shape[0]+1), train_specificity, 'b.-', label='specificity', linewidth=2)\n",
    "  plt.xticks(range(1, train_result.shape[0]+1))\n",
    "  plt.xlabel('Fold number')\n",
    "  plt.ylabel('Performance')\n",
    "  plt.legend()\n",
    "  plt.savefig('./model results/train_2class('+str(mode[0])+','+str(mode[1])+')_acc_sen_spe.jpg')\n",
    "\n",
    "  plt.figure(figsize=(10, 8))\n",
    "  plt.plot(range(1, train_sensitivity.shape[0]+1), train_sensitivity, 'r.-', label='sensitivity', linewidth=2)\n",
    "  plt.plot(range(1, train_specificity.shape[0]+1), train_specificity, 'b.-', label='specificity', linewidth=2)\n",
    "  plt.xticks(range(1, train_sensitivity.shape[0]+1))\n",
    "  plt.xlabel('Fold number')\n",
    "  plt.ylabel('Performance')\n",
    "  plt.legend()\n",
    "  plt.savefig('./model results/train_2class('+str(mode[0])+','+str(mode[1])+')_sen_spe.jpg')\n",
    "  # test\n",
    "  plt.figure(figsize=(10, 8))\n",
    "  plt.plot(range(1, test_result.shape[0]+1), test_result, 'r.-', label='Accuracy', linewidth=2)\n",
    "  plt.plot(range(1, test_sensitivity.shape[0]+1), test_sensitivity, 'g.-', label='sensitivity', linewidth=2)\n",
    "  plt.plot(range(1, test_specificity.shape[0]+1), test_specificity, 'b.-', label='specificity', linewidth=2)\n",
    "  plt.xticks(range(1, test_result.shape[0]+1))\n",
    "  plt.xlabel('Fold number')\n",
    "  plt.ylabel('Performance')\n",
    "  plt.legend()\n",
    "  plt.savefig('./model results/test_2class('+str(mode[0])+','+str(mode[1])+')_acc_sen_spe.jpg')\n",
    "\n",
    "  plt.figure(figsize=(10, 8))\n",
    "  plt.plot(range(1, test_sensitivity.shape[0]+1), test_sensitivity, 'r.-', label='sensitivity', linewidth=2)\n",
    "  plt.plot(range(1, test_specificity.shape[0]+1), test_specificity, 'b.-', label='specificity', linewidth=2)\n",
    "  plt.xticks(range(1, test_sensitivity.shape[0]+1))\n",
    "  plt.xlabel('Fold number')\n",
    "  plt.ylabel('Performance')\n",
    "  plt.legend()\n",
    "  plt.savefig('./model results/test_2class('+str(mode[0])+','+str(mode[1])+')_sen_spe.jpg')\n",
    "\n",
    "if len(mode)==1 and mode[0]==0:\n",
    "  df = pd.DataFrame(np.concatenate([labels.reshape(-1, 1), reg_pred], axis=1), columns=['True value', 'Predict value'])\n",
    "  df.to_csv('./model results/true vs pred.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 4237,
     "status": "ok",
     "timestamp": 1588012197670,
     "user": {
      "displayName": "Ramin Akhtar",
      "photoUrl": "",
      "userId": "18054088260314135543"
     },
     "user_tz": -270
    },
    "id": "H2nQnswDBs_K",
    "outputId": "ff5699ec-7fc5-4d45-d176-fe20a882ea88"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train confusion matrix:\n",
      " [[7.965 0.027]\n",
      " [0.    1.512]]\n",
      "test confusion matrix:\n",
      " [[0.867 0.021]\n",
      " [0.012 0.156]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CRI6lJCzImjeHPn3Mb55Ll9qORkTC3fbtMHmyuZ4+3SybcIraVIgcS0mYBTrQW0RCxT33wP79cNllMGiQs/dSmwqRYykJs8C/LmzePB1mKyL2LF8Or71mzrd94gnn79euHdSpY2bf9uxx/n4ioU5JmAV9+5qFr5s3w4YNtqMRkXBUXGxaUoBZlN+hg/P3jIyErl3NtUqSIkrCrIiMhPPPN9fqni8iNrzxhpkJa9HClCSDRW0qRMooCbNErSpExJb8fPjjH8311KkQGxu8e2uHpEgZJWGWnH++aV64dKlZFCsiEixTpsAPP5ilEVdeGdx7KwkTKaMkzJKmTeGMM6Cw0PQMExEJhs2bYdo0cz1jBkQE+aeA2lSIlFESZpFKkiISbOPGmV/+rroK+vUL/v2TkkwvssxMVQFElIRZ5E/CPvpIrSpExHmLF8M770D9+vDII3ZiqFULOnc212vX2olBJFQoCbOoTx9TlszK0tS8iDjryBG4/XZzPX48JCbai0XrwkQMJWEWRUSUnSWpkqSIOOnFF+Gbb6B9e/jDH+zGojYVIoaSMMvKlyRFRJzw449w//3meto007XeJs2EuUN6Orz4YmPS021H4oxQGJ+DR7VKZaSmmhmxzz6DffuC269HRMLDxIkmETvvPPi//7MdjZIwN/jrX+G66wCaMn26aTIe7J20TiouhqIigKa88IJZL5mSEvw4lIRZFh9vdigtW2a+CELhG6SIeMeaNfDss+YH6PTppj+hbZ07m3g2bYJDh6B2bdsRyU+99pr/ynzBFBX5kxav8VFYaHp2KgkLUxddZJKwjz5SEiYigVNSAnfcYX543nQTnHKK7YiMOnXMWZUbN8L69aETl5Q5dMg8+nwl1KnjY/58Oy1NnPLFF2ZNdmFhCdHRPgYOtBOHo0nYlClTWLVqFT6fj/Hjx9OzZ8/S1xYtWsRzzz1HdHQ0v/zlL7nyyivZv38/f/zjH8nLy+Pw4cPcfPPNDBgwwMkQQ8JFF8F995W1qgiF31RFxP0++AA++QQaNYKHHrIdzbG6dzdJ2LffKgkLRVlZ5vHqq3/kt79tbGWWyElnn22qT2+9lc2wYQnWxudYErZixQqysrKYM2cOmzZtYvz48cyZMweA4uJiJk2axDvvvENcXBw33HADgwcPZtGiRbRv356xY8eyc+dOrrnmGubPn+9UiCHj1FOheXPYts3sXtI3JBGpqUOHynZBPvggNG5sN56f6t4d3n9fOyRDUXa2+XkUEwN33rmL5OQQ++IJkJQUiIvbTbduCdZicGyZXXp6OoMHDwYgKSmJvLw88vPzAcjNzaVBgwbEx8cTERFBv379WLZsGY0aNWLPnj0A7N27l0aNGjkVXkjx+eDCC821dkmKSCBMn27WXHXvDjfeaDuan/O3qdDi/NDz1VfmsVcvby3GD0WOzYTl5OSQnJxc+jw+Pp7s7GxiYmKIj49n//79ZGZmkpiYyPLly+nbty9jxoxh7ty5DBkyhL179/LCCy8c970zgvCrU0FBQVDu49ezZyzQirff3s+ll25x/H7BHl+weX184P0xen184NwYs7OjeOihDkAkf/jDFjZutHM+0MnGV7duHaA9X31VQEbGd8ENLEC8+jW6cGE80Iy2bX/07Bj9bI8vaAvzS8qdy+Pz+Zg6dSrjx48nNjaWVq1aAfDee+/RsmVLXnnlFdauXcv48eOZO3fuz96rm/9XKAdlZGQE5T5+LVqYM92++qo+LVp0Iy7O2fsFe3zB5vXxgffH6PXxgXNjfOwxOHAALr0Urr++TcDfv7JONr7Wrc1jVlYdOnXqRpQLt4l59Wt02zbzOGhQPHXq7PTkGP2C8TlcuXLlCV9zbKIxISGBnJyc0ue7du2iadOmpc/79u3L7NmzeeGFF4iNjSUxMZEvv/ySs846C4CuXbuya9cuiry5J/Zn4uKgf3+zi2nRItvRiIhb/ec/psdTdLRpzBqqYmKgTRs4fNiUTSV0+MuRp55qN45w4FgS1r9/fxYsWADAmjVrSEhIICYmpvT10aNHs3v3bg4cOMCSJUtISUmhbdu2rFq1CoBt27ZRv359IiMjnQox5Kh7vojUREkJ3Hqrub7jDujY0W48FVHT1tCzf79pGxIVBeVWFIlDHJsA7t27N8nJyaSlpeHz+ZgwYQJz584lNjaWIUOGMGzYMEaNGoXP52PMmDHEx8czfPhwxo8fz5VXXsmRI0eYOHGiU+GFpAsvhLvvNudIFhdrQaSIVM3s2ab/UfPmcO+9tqOpWPfuMH++ScIuu8x2NAKwerVJ5pOT1UQ3GBytwo8bN+6Y5127di29Tk1NJTU19ZjX69evz4wZM5wMKaSdcgokJpp6/KpVcNpptiMSEbfIz4e77jLXjzzijiPQ/DNhHl737ToqRQaX5lpCiM+nkqSIVM+jj8L27XD66XD11bajqRy1qQg9//ufedQkQHAoCQsx6hcmIlWVmQmPP26un3rKPUsZ/ElYRoZXzyV0H/9MmJKw4HDJ/6rhY9AgqFXLrOv48Ufb0YiIG9x5p+mQP3KknUOIq6tRI9Oep6Cg7JgcsefwYfj6a3Pdq5fdWMKFkrAQ06ABDBhgFuYvXGg7GhEJdUuXwttvQ716MHWq7WiqrvxsmNi1bp1J5jt0gIYNbUcTHpSEhSCtCxORyigqgttuM9f33ANH+167itpUhA6VIoNPSVgI8q8Lmz/fzIiJiBzPSy+ZlgJt28LYsbajqR4lYaFDOyODT0lYCOrWzXxTzc6Gk5x2ICJhLDcX7rvPXD/xBNStazee6lKbitChnZHBpyQsBKlVhYhU5MEHYfduOOccGDrUdjTVV75NRbkjhiXISkpUjrRBSViIUqsKETmRb7+Fp582rShmzDC/uLlV06bQuDHs21d2cLQEX1YW7NljPh8tWtiOJnwoCQtR551nDuD9z39MWVJEBMyMxR13mEX5Y8a4v5WAz6d1YaGgfCnSzUm92ygJC1H168PAgeYb7tFz0EVEmDfPtK+Ji4OHHrIdTWCoTYV9KkXaoSQshKkkKSLlFRaaWTCAiRNN6cgLNBNmn3ZG2qEkLIT5F+cvWKAjPUTEHEm0cSN07Qo33WQ7msBREmafdkbaoSQshHXqBElJ5viiFStsRyMiNu3cWVZ+nD7dHG/mFeWTMO2QDL7du2HrVrMMpmNH29GEFyVhIcznU0lSRIx77zU7CC++GM4/33Y0gdWyJcTGml84tREp+PylyJ49ITLSbizhRklYiPOXJD/+2G4cImLPypXw6qtm9mvaNNvRBJ52SNqlUqQ9SsJC3MCBUKeO+Sa8Y4ftaEQk2EpKzPmQ/sfOnW1H5AwlYfZoZ6Q9SsJCXN26cO655nr+fLuxiEjw/e1v8PnnkJBQdkyRF6lNhT3aGWmPkjAXUElSJDzt3w933WWup0yBhg3txuMkzYTZceAArFtn1oL16GE7mvCjJMwFyreqOHLEbiwiEjyPPQbffw+9e8O119qOxllKwuz4+msoLjb//nXq2I4m/CgJc4EOHaBLF8jLg/R029GISDBkZZkkDMz5kF7ftda2rVl+sWMH5ObajiZ8qBRpl5Iwl/C3qlBJUiQ83HUXFBTAiBFw1lm2o3FeRIRpQgtaFxZM2hlpl5Iwl/CXJNUvTMT7/vUveOstMzP06KO2owkelSSDTzsj7VIS5hJnnw316sGqVbBtm+1oRMQpRUWmFQXA3XdD69Z24wkmfxKmmbDgOHIEVq8217162Y0lXCkJc4natWHQIHOtkqSId736qikRtWkD48bZjia4/G0qNBMWHOvXm5J3u3bQqJHtaMKTkjAXUasKEW/bs8ccTwTw+ONm9jucqBwZXCpF2qckzEX8i/M/+QQKC+3GIiKBN2mSOTtxwAC44grb0QRfUpI5mmnLFsjPtx2N92lnpH1KwlykbVvzm+K+faaDtoh4x7p18NRT5hzFGTPMY7iJijLteADWrrUbSzjQzkj7lIS5jEqSIt50xx1mofTo0eH9Q1HrwoKjpETlyFCgJMxl1KpCxHs++sj8YtWgATz8sO1o7NK6sODYuhV+/BEaN4bERNvRhC8lYS7Tvz/ExMCaNWbdhIi4W2GhmQUDmDDBHNQdztSmIjjKlyLDsfQdKpSEuUx0NAwZYq5VkhRxv6efNq0CunSB3//edjT2qRwZHCpFhgYlYS6kkqSIN+zeHcmDD5rrJ580v2SFu86dzRFGmzfDwYO2o/Eu7YwMDUrCXMjfqmLxYjh0yG4sIlJ9Tz3VlL17zS9W/v+vw13t2tCxIxQXmxlCcYZ2RoYGJWEulJgIPXvC/v3w2We2oxGR6vjqK3j77TiiouBPf7IdTWjRujBn/fgjZGWZs0k7d7YdTXhTEuZSKkmeWHo6vPhiY9LTbUcicnwlJXDddVBS4uPyy8t6Y4mhdWHO8s+C9ewJkZF2Ywl3SsJcSknY8S1bBuecA9OnN2XgQJSISUiaOhVWrQIo4b339HX6U2pT4SyVIkOHkjCXSkmBhg1Nl+3Nm21HExoOH4ZbbzWP4KOwEB580Mw6iISSl1/2X5mv06VLLQYTglSOdJZ2RoYOJWEuFRUFqanmWq0qIC/PzA6uXGme+3wm81qwAH77W39iJmLf5s1lvzhFRpYQHQ0DB1oNKeT4y7Pr1+v/XSdoZ2ToUBLmYipJGlu2mCa2ixZBs2bwyitw223ZTJkCderASy/BJZeYMzdFbPvrX83jBRfALbdks3ixmdmWMvXrQ7t25hinjRttR+MtBw+aczkjI+GUU2xHI1G2A5Dqu+AC8/jpp+Z/rLp17cZjw5dfwsUXww8/mMW8H31kvnlnZOymW7cEzj0XLr3UzIgNGAAffgitWtmOWsJVURH85S/m+o9/hGbNzNep/Fz37pCZadaF+RfqS8198435OkxODs+fGaFGM2Eu1rw59O4NBQXwz3/ajib45s2Ds882Cdi555pF+e3aHft3+vUzi547dzYLofv18y+IFgm+RYvg++8hKclsIJET07owZ6gUGVqUhLlcuJYkn3vOzHDt3w9XXQXz50Nc3PH/blKSSdDOOgu2bTOPCxYEN14RgFdfNY/XXafz+iqiNhXO0M7I0OJoEjZlyhSGDx9OWloaq1evPua1RYsWMXToUEaMGMGsWbMA+Pvf/85VV11V+t9p+iqpkL/LdrgkYcXFcOedcNNN5nrCBJg5s+LjXho3hk8+gbQ0yM+HX/6y/A41Eeft3g3vvmuSr2uusR1N6FObCmdoZ2RocWxN2IoVK8jKymLOnDls2rSJ8ePHM2fOHACKi4uZNGkS77zzDnFxcdxwww0MHjyYK664giuuuKL04z/Wtr8KnXkmxMfDpk2wYQN06mQ7IuccPAhXXw1vv212h778ctV+mNWpA2+8AR06wJQpcMMN8N13MGmSOatOxElvvAGFhWYtp9YlVsw/E7ZunVnDpKaiNVdUBP75EJUjQ4NjP3rS09MZPHgwAElJSeTl5ZGfnw9Abm4uDRo0ID4+noiICPr168eyZcuO+fhnnnmGm266yanwPCMyEs4/31x7eTYsJwcGDzYJWIMGpvxYndmEiAiYPBlefNH8202ZAldeqTM4xVklJWbXLsD119uNxS0aNoSWLc2a18xM29F4w4YNcOAAtGljfnkX+xybCcvJySE5Obn0eXx8PNnZ2cTExBAfH8/+/fvJzMwkMTGR5cuX07dv39K/u3r1alq0aEHTpk2P+94ZQVipWVBQEJT7BEKvXg14881E/v73fFJTt1bqY9w0vszMWtx4Yxu2bImmRYvDPP/8Vlq2PHTSBbsVje+ss+C55+pz++2JvPlmJOvXH+DPf/6euLgiB0bgDDd9DqvDS+P79ts6rF7dnri4I3TqtJGMDNPHzktjPJ6ajq9t29Zs3x7DggVbOffc/ABGFhhu+/zNm9cASKRjx31kZHxfqY9x2xiryvb4gtaioqRc23Kfz8fUqVMZP348sbGxtPrJ3Pzbb7/NZZdddsL36haE/coZGRlBuU8gNG4M99wD//1vDG3adKN+/Yo/xi3j+/xzs/B+926zE/TDD2vRokWHCj+uMuPr1g369jXrw1aurMe113bmo4/MQn43cMvnsLq8NL5nnjGP11wTRcYJVxYAACAASURBVK9eXUv/3EtjPJ6aju+MM8zu5vz81iHZpsJtnz9/e5QBA2IrHbfbxlhVwRjfSn8X8eNwrByZkJBATk5O6fNdu3YdM7PVt29fZs+ezQsvvEBsbCyJiYmlry1fvlyL8qsgIcF8szp0CJYssR1N4MyZA4MGmQTsl780bThatAjsPXr1gi++MAfZrl9vmmZ+8UVg7yHh7eBBsx4MYNQou7G4jRbnB5Z2RoYex5Kw/v37s+BoH4A1a9aQkJBATExM6eujR49m9+7dHDhwgCVLlpBytGX0zp07qV+/PtEVbXeTY3ipVUVJCTz6qNnJeOiQ2Qn57rtQ7ssnoFq1gs8+M2vrsrNNz7G5c525l4Sfd9+FPXvg9NNNsi+VpzYVgVNSop2RocixJKx3794kJyeTlpbGww8/zIQJE5g7dy6ffPIJAMOGDWPUqFH85je/YcyYMcQfXSWYnZ1dei2VV75VhZsPrD5yxCRdd99tnj/xBDz9tNkN6aQGDeCDD2D0aLMQ+PLL4ckn3f1vKaHB3xtMs2BVV75hq/5frJlt28wGp0aNoHVr29GIn6M/2saNG3fM865dy9ZCpKamkuo/gbqcHj168LIaOFXZ6adD06aQlWXOBXNjCX/fPhg+3BxIXqcOvP66SYaCpVYts2syKcmssfvDH8xBy9Ona3u8VE9mJixebL6eR4ywHY37NGlivq9lZ5uTBpQ8VF/5UqQaBYcOdUfyiIiIsrMk3ViS3LbNHEH08cfmG++nnwY3AfPz+cws3JtvmgawTz8Nl11mOvOLVNVf/2pmcH796xOf6CAnp5JkYKgUGZqUhHmIW7vnr15tznT83/9Ms9n0dLNA3qa0NHPOX6NGpkx5zjmwY4fdmMRdiovLdqOpN1j1aXF+YOjMyNCkJMxDUlPNjNhnn5nSnhssXGh6dn3/PfTvbxKwjh1tR2UMGGDi6dABVq40ieKaNbajErf49FPYssUcKj9woO1o3EsHeQeGdkaGJiVhHtK4sUkUDh8261BC3auvmtYT/rVgixaZMYSSLl1MInbmmWa9Xf/+5oerSEXKH9atY7GqT+XImtuzxxzRVqeO+Z4moUPfGjzGDSXJkhK47z5TojlyxKzBmj3bfIMIRQkJpv/ar38NeXlm7d1rr9mOSkJZbq5pc+LzwbXX2o7G3cqXI7VDsnr8s2CnnOL8TnOpGiVhHuPvF/bxx6H5DevQIXNW4+TJZsfhCy/AI4+E/kxB3brw97+bHZOHD5tzKx98MDT/jcW+2bPN1/qQIeacPqm+Fi3MOZK5ubBzp+1o3EmlyNAV4j/6pKpOPRWaNzdrrL75xnY0x/rxR7NubfZs03j1gw9gzBjbUVVeRARMmwZ//rO5njjRlJoKC21HJqFGvcECx+fTurCa0s7I0KUkzGNCtVXF5s3wi1/Av/4FLVuazQP+0qnb/P73pgt6vXowc6YZx549tqOSUPG//8GXX5qdtb/6le1ovEHrwmpGOyNDl5IwDypfkgwFK1aYlhPr1pljW5Yvd/83g0suMQll8+ZmoX7//mbhvoh/FmzkyNBd5+g2alNRfQUFZgYxIkLHZoUiJWEeNGSIWW/173+bheQ2vfOO2Z6/a5eJ67PPzFmNXtCnjznsu3t388OhXz/TykLCV0EBzJplrtUbLHBUjqy+NWvMBqguXczsvYQWJWEeFBdnSn9FRXD0qE4rpk+HoUPh4EHzA2nePHNGo5e0bQuff24O/d6xw3T9//BD21GJLe+/bxaQn3aa+2d7Q4nKkdWnUmRoUxLmUTZLkkVFcNttcMcdZvfg5Mnw0kvmbEYviouD+fPh6qvhwAGzDujZZ21HJTZoQb4z2rQxszg7d8Lu3bajcRftjAxtSsI8yp+EffRRcNso7N9vZr+eesqcvfjGGzB+vPcPjI2ONucETpxojqu5+WYYN85cS3jYssWcAFG7NvzmN7aj8ZaIiLLZMJUkq0Y7I0ObkjCPOuUUSEw0JTL/b0JO27nTlOXee8/sDPvkk/D6YeTzwYQJJhmLijLtLIYNM+VY8b6ZM80vPJddBvHxtqPxHq0Lq7qiIli1ylyrHBmalIR5lM8X3O75GRlmYfp//gPt28OyZWZ9VDi65hpYsMA0mPzHP+C88yA723ZU4qTyh3WrFOkMrQuruk2bTHWiVSto0sR2NHI8SsI8LFjrwpYsMRsBMjOhb1+zY7BrV2fvGerOO88s2G/Txvx79OsH69fbjkqc8s9/mrP52rQxn3sJPLWpqDqVIkOfkjAPGzTILIZPTzfd6p0waxacf75pVnrZZSYhS0hw5l5uk5xsErDevU2z2pQU06JDvOeVV8zjtdea9jASeCpHVp12RoY+JWEe1qABnHWWKZUsXBjY9y4pgUmT4KqrzFmKt99uzlZUH5pjtWhhZkkuvtgkwoMHw9/+ZjsqCaQ9e0zZGcwxVuKM9u3NBpitW2HvXtvRuIN2Roa+CpOwW265hYULF1KoA/JcyYmS5OHDpu/XAw+YtWczZsCTT2oG4ERiYswxRzffbM6ZHDECpk7V4d9e8be/mSatgwZBu3a2o/GuqCjTcBRg7Vq7sbhBSYnKkW5QYRJ23XXXsWrVKkaOHMn48eNJT08PRlwSIOWTsEC0S8jLM+/5l79A3bqmI/6tt9b8fb0uMtIc/D1tmklc77kHbrzRdLIWd/OXIrUg33kqSVbeDz+Yk0ri4kxTaQlNURX9hd69e9O7d28Avv76ax566CF27tzJsGHDGDVqFPVUfwpp3bqZxcJbtpgjdc44o/rvtWWLScDWrIFmzeCDD2r2fuHG54M//MF8Q7zySnjxRfNv+tZbEBtrOzqpjtWr4b//NTthL7vMdjTep8X5lecvRZ56qvf7NLpZhTNhBw8eZN68edx88808/PDDXHTRRfz973+nZcuW3HzzzcGIUWrA5wtMSfLLL+HMM00C1q2bWXCuBKx6hg41GxiaNDGd9gcMgO+/tx2VVIe/LcXIkWZmWJylNhWVp1KkO1SYhF166aWsWbOGW2+9lTlz5nDdddfRrFkzfv3rX9PKKycxe1z57vnVMW+e6fm1Y4c5jPvzz7X2pab69TOJbKdOppliv35lTRXFHQoL4fXXzbVKkcGhmbDK085Id6gwCXvnnXfo06cPXY6uiHz33Xc5cOAAAJMmTXI2OgmI884zu4pWrKh609DnnoNLLzUN/6680szcNGrkTJzhJinJtA856yzYts3MiC1YYDsqqaz33zfnGPbsadqQiPM6dTLrK7/7TidRVEQ7I92hwiRs3LhxfF+uVnLo0CHGjh3raFASWPXrwznnmN0ylW1VUVwMd94JN91krh94AF57zZyLJ4HTuLE53iktDfbtg1/+El5+2XZUUhnlD+vWmpvgiI6Gjh3N97J162xHE7ry8ky3/Nq11Tg71FWYhO3bt49rrrmm9Pnw4cPJz893NCgJvKqUJA8ehOHD4YknzLbwV1+FBx/UDxqn1KljDjq/5x5z1tsNN8C99+rw71D2/fdm1jI62swQS/CoJFkx/9KGHj1Mw24JXRUmYTExMcyaNYtvv/2Wb775hpdffplYbeVyHX8SNn+++UF/ItnZpt/R22+bZq8ff6wGlMEQEQFTpsALL5hyy5Qp5of7oUO2I5Pjee01kyT/6ldmNlOCR20qKqZSpHtUmIQ98cQT5OTkMH36dJ5++mkKCwt57LHHghGbBFCnTtChg+navmLF8f/Ohg3mDMj0dGjd2izAHzw4uHGGuzFj4MMPTYPXN9+EIUOcO3JKqqe4+NhSpASXZsIqpp2R7lFhEhYbG8sNN9zAxIkTeeCBB7jooou4Vd05XaeiVhWff27ONty40Swy/uILM5UtwXfBBfDvf0Niojlr8he/MGdPSmj47DOz3qZVK5MkS3CpTUXFtDPSPSpMwp5++mkuvfRSLrnkEn77298ydOhQumqlnyudaF3YnDmmBLl7t/k7//wntGwZ/PikTK9eJhHu2dMsQPa3tBD7/LNgOqzbji5dzC+VGzaYNiFyrMJCk6D6fOb7h4S2CpOwzz77jMWLF9O9e3c++OADXnvtNSL1nceVBg40i8BXroTs7EhKSuDRR83OvEOHzDE6771nSmFiX6tWZtYlNdWs1Tv3XJg713ZU4W3vXnNQPZgkTIKvXj1zmHdRkZm5l2OtWWPO9+3cWd/L3aDCJMzn81FSUkJRUREFBQUkJyezcuXKYMQmAVa3rvlBDvCvf8Xwu9/B3Xeb548/Ds8+a3ZDSuho0MCsERs92hwSffnl5rB0Hf5tx9/+ZnYPDxxo+ryJHSpJnphKke5S4Y/c888/n5kzZ3LJJZfwq1/9isaNG1NX53O41kUXmTVhEyc2p6jI9JF5/XW44grbkcmJ1Kplzpns0AHGjzfnTy5bBomJjRk+3Kzlk+DQgvzQ0L27OclDSdjPaWeku1SYhJ155pl0P7od5ZxzziE3N5du/l9DxHWaNTOPRUVmEvSpp5SAuYHPZ/qItWsHV19tWohAU158ERYvViIWDGvWwPLlZnZy6FDb0YQ3tak4Me2MdJcKy5FTp07lyJEjALRs2ZLk5GQiIir8MAlR5ddQREaaxfjiHiNGlO/b5uPQIVi61GJAYcR/WPeIEWZdktijNhXHV1xcNhOmcqQ7VDgTVrduXVJTU+natSu1yrXenTFjhqOBiTMGDjRrwwoLS4iO9jFwoO2IpKquu84kBEeOmLVhZ59tOyLvKyw0DVpBpchQ4N+gv26d+f9Aa1mNzZshP9/sbk9IsB2NVEaFX7rXX399MOKQIElJMeWrt97KZtiwBJWxXCglxZx88KtfFbF/fyQbNkD//raj8rZ588wO1eRkOOMM29FIgwZm9/D335vDvDt1sh1RaFAp0n0qTMJWnKC9et++fQMejARHSgrExe2mWzf9quRWgwbB/ffv4O67E7nnHrNGSaeJOce/IP/663WGaqjo3t0kYRkZSsL8tDPSfSpc3NWoUaPS/2JiYli/fj15eXnBiE1ETuLii/dy5pmwYwc88ojtaLxr+3bT4DgqSod1hxK1qfg57Yx0nwpnwkaOHHnM82uvvZYbb7zRsYBEpHIiImDGDNNNf9o000usQwfbUXmP/7Du//s/aNrUdjTip8X5P6dypPtUmIRt/ElL4uzsbL777jvHAhKRyjvzTLjqKtPr7c474R//sB2Rt5SUqDdYqFKbimPt2GH+a9DAtLIRd6gwCXvwwQdLr30+H7GxsYwfP97RoESk8h55xCRfc+fCkiVlpyJIzX3+uTmjsGVLOP9829FIef5yZEaGmakM985J5VtThPu/hZtUmIS9/vrrbN++nZZHT3TetGkTSTqvQyRkJCaaTvr33Qe33w5ffqmDpQPFPwt2zTVqgxBqGjc2bRh27YKtW6FtW9sR2aVSpDtVmC8//vjjPPXUU6XPX331VR577LFKvfmUKVMYPnw4aWlprF69+pjXFi1axNChQxkxYgSzZs0q/fP333+fSy+9lF//+tcsVRdKkUr5wx/MD6HVq+Hll21H4w379sFbb5nrsga5EkpUkiyjnZHuVGES9tVXXzF16tTS55MnT2bVqlUVvvGKFSvIyspizpw5TJ48mcmTJ5e+VlxczKRJk3jppZd44403WLJkCTt27CA3N5dnnnmG2bNn8/zzz7N48eJqDkskvNStaw5hBzMjtmeP3Xi84K23YP9+GDBALRBClRbnl9HOSHeqMAkrLi5mw4YNpc9Xr15NSUlJhW+cnp7O4MGDAUhKSiIvL4/8/HwAcnNzadCgAfHx8URERNCvXz+WLVtGeno6KSkpxMTEkJCQwKRJk6o7LpGwc/nlpnt+Tg489JDtaNyvfG8wCU1qU2Hs22fWLkZHl/2biDtUuMrhgQceYOLEiWRmZuLz+ejYsSMTJ06s8I1zcnJITk4ufR4fH092djYxMTHEx8ezf/9+MjMzSUxMZPny5aXNXwsKCrjxxhvZu3cvt9xyCynHaemeEYS554KCgqDcxxaNz/2ON8Zbb63NZ5+1589/hsGDN9O+faGl6GrO5udw8+Zoli1Lol69Inr02EBGRsW/eFaH179OnR5f/fr1gLasXHmAjIwsx+5zIqHy+Vu5si7QjqSkAjZtCmz3glAZo1Nsj6/CJKx79+48/vjjNV6YX372zOfzMXXqVMaPH09sbCytWrUqfW3Pnj08/fTTbN++nauvvpolS5bg+0mL6m5BSPUzMjKCch9bND73O94Yu3UzMzcvvwzPPJPEvHmWggsAm59D/2Hdv/lNJH36dHXsPl7/OnV6fI0amcfMzHp07dot6KcZhMrnz79yJyWlTsDjCZUxOiUY41u5cuUJX3NsYX5CQgI5OTmlz3ft2kXTcp0O+/bty+zZs3nhhReIjY0lMTGRxo0bc9pppxEVFUWbNm2oX78+P/74Y4X3EpEyDz9segV99JE5Y1Kq5vBhHdbtFs2amURszx7TIytcaWekezm2ML9///4sWLAAgDVr1pCQkEBMTEzp66NHj2b37t0cOHCAJUuWkJKSwllnncUXX3xBcXExubm5HDhwgEb+X3VEpFKaNYP77zfXd9xhkgqpvI8/hp07zaxiv362o5GT8fm0Lgy0M9LNKixH+hfmdzq6PaiyC/N79+5NcnIyaWlp+Hw+JkyYwNy5c4mNjWXIkCEMGzaMUaNG4fP5GDNmDPHx8QCcf/75DBs2DID77ruPCHWdE6myW2+FF1+EtWvh2WfhtttsR+Qe5Tvk67Du0Ne9OyxbZtpUDBpkO5rgKyyENWvMda9edmORqqvywvykpCT69+9fqTcfN27cMc+7di1bW5GamkpqaurPPiYtLY20tLRKvb+IHF90tDlP8tJLYeJEGDkSmjSxHVXo27EDPvzQNLu96irb0UhlhHubiowMk4h17AixsbajkaqqcJqpe/fu/OlPf+KGG26gRYsW/PDDD5qdEnGBiy+GIUPMepkHHrAdjTu8/joUFZl/u2bNbEcjlRHu5UitB3O3E86E7dmzhwULFvDhhx+SlZVFamoq+/btY+HChcGMT0SqyeeDJ580JYoXXoDf/Q5OOcV2VKGr/GHd6g3mHuE+E6Ymre52wimts846i5kzZzJ69GiWLl3KfffdR506dYIZm4jUUHKySb6Ki825kpVYzhm2vvjCrKFr3hwuvNB2NFJZrVtDTAxkZ5tGxeFGi/Ld7YRJ2NSpU2nTpg333nsvEyZMID09PZhxiUiAPPggxMfDp5/Ce+/ZjiZ0vfKKebz6ah3W7Sbld0h6uKfocRUXaybM7U6YhF188cU8//zzzJs3jx49evDss8+yefNmHn30UTZu3BjMGEWkBuLjTSIGMG4cHDpkN55QlJ8Pc+aYax3W7T7hui4sMxP27jWzt82b245GqqPCFfYNGzZk+PDhvP7663zyySc0adKEu+66KxixiUiA3HijWTuzaRPMmGE7mtDz9tsmEevfH7o61yBfHOJfFxZuM2EqRbpflbY5NmvWjOuvv565c+c6FY+IOCAqCqZPN9eTJoV3d/HjKd8bTNwnXBfna2ek+6nXhEiYGDIELrnEzPjce6/taELH+vXw2WdQvz5ccYXtaKQ6wrUcqfVg7qckTCSMTJsGtWqZA6pPcqZsWPEf1j1smJpdulX79lC7NmzbBnl5tqMJHpUj3U9JmEgY6dTJHGFUUlL2GM6OHIGZM821eoO5V2Rk2Vq+tWvtxhIsu3bB9u3mF4ekJNvRSHUpCRMJM/fdB02bwuefw1tv2Y7GrgUL4IcfoHNn+MUvbEcjNRFuJUl/KbJXL9AhNu6lT51ImGnYEKZMMdd33gkHDtiNxyZ/bzAd1u1+4bY4X6VIb1ASJhKGrrvOfPPeuhWeeMJ2NHbs2gUffGBKWVdfbTsaqalwa1OhnZHeoCRMJAxFRpb1C5s61SRj4WbWLLMm7KKLoEUL29FITYXbTJh2RnqDkjCRMHX22aYlw8GDcPfdtqMJrpKSY0uR4n4dO5p+eJmZsH+/7WiclZ9vWqtERZUln+JOSsJEwthjj5mt/bNnw7JltqMJnhUrzIxJQgL88pe2o5FAqFXL7P4tKYF162xH46zVq804k5PN/7/iXkrCRMJYu3ZmcT6YlhXFxVbDCRp/h/yrrjI/vMUbwmVdmEqR3qEkTCTM/fGP0LIl/Pe/8PrrtqNx3oED8Oab5lqlSG8JlzYV2hnpHUrCRMJcTIxZnA9wzz2wb5/deJz29ttmjP36aT2N14TL4nztjPQOJWEiwsiRcOaZpnHpI4/YjsZZOqzbu8KhHHn4MHzzjbnu1ctuLFJzSsJEhIiIspYVf/oTbN5sNx6nbNwI//wn1KsHw4fbjkYCrXNn87W8cSMcOmQ7GmesXWvG1qGDabws7qYkTEQAMxN25ZXmG7x/sb7X/PWv5vGKK6BBA6uhiAPq1jWHeRcVwYYNtqNxhkqR3qIkTERKTZ1qZonmzoWlS21HE1hFRWVJmEqR3uX1kqR2RnqLkjARKZWYaBbng2lZUVRkN55AWrgQtm0zTT0HDLAdjTjF64vztTPSW5SEicgxxo6Ftm1NQ8iXX7YdTeD4F+Rfd50O6/YyL7epKCnRTJjXKAkTkWPUrQuPP26u77sP9uyxG08g5OTAe++ZRdvXXGM7GnGSl2fCsrLM/48JCTrv1CuUhInIz1x+uSnZ5eTApEm2o6m5WbPM1v4LLjAlV/Gurl3N4/r15oB2LylfitRsrjcoCRORn/H5TMsKnw+eesrdZ/GVlKg3WDiJjYU2baCw0HutVrQz0nuUhInIcZ12Glx/vZlNGDvWdjTVt3IlfP01NGkCl1xiOxoJBq+uC9N6MO9REiYiJ/Tww6af1rx5MH++7Wiqp/xh3dHRdmOR4PBqmwrtjPQeJWEickLNmsH995vrO+4w66rc5OBBmD3bXKsUGT68uDg/Jwe+/x7q14dOnWxHI4GiJExETurWW01vrbVr4bnnbEdTNXPnQl4enHEG9OhhOxoJFi+WI/2lyF69zC5f8QZ9KkXkpKKjzXmSABMmmN/I3UIL8sOTPwnLyIDiYruxBIpKkd6kJExEKnTxxTBkiOlRNGGC7Wgq57vv4NNPoU4dGDHCdjQSTPHx0Ly5KUdv2WI7msDQzkhvUhImIhXy+eDJJyEyEp5/3uw2DHV/+Yt5vPxyaNjQbiwSfF5bF6adkd6kJExEKiU5GX73O1PeueMO038rVOmwbvHSurADB0yvvshI8/+heIeSMBGptIkToVEjWLwY3n/fdjQntngxbN0K7dvDOefYjkZs8FKbitWrzS8/3bub8rp4h5IwEam0xo3hoYfM9dixcOiQ3XhOpPxh3dpJFp68VI5UKdK79O1JRKrkxhvND7hNm8zRRqFm92545x2zju3aa21HI7aUL0eGcum8MrQz0ruUhIlIlURFmUX6YDrq79hhN56fmj3bnBuYmgqtW9uORmxJSDC7JPfuhe3bbUdTM9oZ6V1KwkSkylJTzTmM+/bBvffajuZY6g0mYGZCvbAu7MiRst3ImgnzHiVhIlIt06ZBrVqmFcSXX9qOxvjqK7N+Jj4efvUr29GIbV5YF7ZuHRQUQLt2EBdnOxoJNEeTsClTpjB8+HDS0tJYvXr1Ma8tWrSIoUOHMmLECGbNmgXA8uXL6devH1dddRVXXXUVkyZNcjI8EamBTp3gttvMehv/o22vvGIer7wSate2G4vY54U2FSpFeluUU2+8YsUKsrKymDNnDps2bWL8+PHMmTMHgOLiYiZNmsQ777xDXFwcN9xwA4MHDwagb9++PPXUU06FJSIBdN99MHMm/Pvf8NZbMHy4vVgKCuCNN8y1SpEC3ihHamektzk2E5aenl6aWCUlJZGXl0d+fj4Aubm5NGjQgPj4eCIiIujXrx/Lli1zKhQRcUjDhjB5srm+6y7TVNKWd981xyr17m0OORbxQjlSOyO9zbEkLCcnh0aNGpU+j4+PJzs7u/R6//79ZGZmcvjwYZYvX07O0VOBN27cyI033siIESP4/PPPnQpPRAJk1CjzA2LLFnjiCXtxaEG+/FRiIsTGmkPnj/74cZWSEpUjvc6xcuRPlZRbMOLz+Zg6dSrjx48nNjaWVq1aAdCuXTt+//vfc+GFF7J161auvvpqFi5cSHR09DHvlRGEueWCgoKg3McWjc/9QmmMf/hDXa6+uh1TpxYzYMAmmjc/UuP3rMr4tm2LYtGijkRHl9CnzwYyMoprfP9gCKXPoRNCYXzt2rXj66/rMn9+JqeffjCg7+30+LZvjyI3txONGh1h794NVsqqofA5dJLt8TmWhCUkJJTObgHs2rWLpk2blj7v27cvs2fPBmDatGkkJibSrFkzLrroIgDatGlDkyZN2LlzJ61/0uynm3+1pYMyMjKCch9bND73C6UxdutmjjF6++0IXnmlE0f32tRIVcb31ltm1mDoUB/9+nWp+c2DJJQ+h04IhfH16WNaPOzf345Ah+L0+NavN499+kTRvbudf8dQ+Bw6KRjjW7ly5Qlfc6wc2b9/fxYsWADAmjVrSEhIICYmpvT10aNHs3v3bg4cOMCSJUtISUnh/fff55Wj25uys7PZvXs3zZo1cypEEQmgxx83OxLfeAPS04N33+Ji0yYDVIqUn3PzujCVIr3PsZmw3r17k5ycTFpaGj6fjwkTJjB37lxiY2MZMmQIw4YNY9SoUfh8PsaMGUN8fDznnXce48aNY/HixRw+fJiJEyf+rBQpIqGpXTsYN84s1L/tNvjii+Cc27hkCWRlQdu2cN55zt9P3MXNbSq0M9L7HF0TNm7cuGOed+3atfQ6NTWV1NTUY16PiYnh+eefdzIkEXHQ3XebWan//Adefx2uucb5e/p7g+mwbjkeN7ep0M5I79O3LBEJmJgYmDrVXN9zDxztSuOY3FyYO1eHdcuJtW0Ldeua8yP37LEdTeXt3m12HNerUo3iSAAAHUpJREFUB507245GnKIkTEQCauRI6NsXfvgBHnnE2Xu9+SYcOgSDBpkftiI/FRkJXY7u1XDTbNiqVeaxZ08zBvEmJWEiElARETBjhrmeNg2++865e6k3mFSGG0uSKkWGByVhIhJw/fqZ8xsPHYI773TmHqtWwcqV5lDjyy5z5h7iDW7cIamdkeFBSZiIOGLqVLOe5R//gKVLA//+/lmwkSOhTp3Av794hxuTMO2MDA9KwkTEEYmJZnE+wO23Q1FR4N770CFKG8KqFCkVcVubioMHYe1asxasRw/b0YiTlISJiGPGjjUL5letKmslEQjvvw8//mgO6tZMgVQkKQlq1TL95Pbvtx1Nxb7+2vzS0rWr2dkp3qUkTEQcU7eu6aQPcO+9gWsR4E/orr/etKcQOZlatcraPKxdazeWylApMnwoCRMRR11+OQwYADk5MGlSzd9v61ZYuBCio+E3v6n5+0l4cFNJUjsjw4eSMBFxlM9nWlb4fPDUU7BuXc3eb+ZMc1j3//0fNG4cmBjF+9zUpkI7I8OHkjARcdxpp5nS4ZEjZp1Ydemwbqkut+yQLCqC1avNtWbCvE9JmIgExcMPQ2wszJsHCxZU7z3++U/YvBlat4bBgwMbn3ibW5Kw9evN7sg2bSA+3nY04jQlYSISFM2awQMPmOs77oDDh6v+Hv7eYNdeq6NcpGo6dzanOWzaBAUFtqM5MZUiw4uSMBEJmltvhY4dzbqc556r2sfm5cHbb5trHdYtVVW7tmlVUVwMGzbYjubEtDMyvCgJE5GgiY4250kCTJhgdkxW1ptvmhmMc8+FDh2ciU+8zQ0lSe2MDC9KwkQkqC65BIYMMT3DJkyo/Mf5S5HXX+9MXOJ9od6moqRE5chwoyRMRILK54MnnzRrup5/Hr75puKP+fpr+M9/oGFD+PWvnY9RvCnU21Rs2wa7d5sF+a1b245GgkFJmIgEXXIy/O53Zn3O7bebGYCT8belGDFCx7hI9YV6ObJ8KVInQYQHJWEiYsXEidCoESxebM6CPJHCQnj9dXOt3mBSE127msf1603PulCjUmT4URImIlY0bgwPPmiux46FQ4eO//c++MAs4D/lFDj99ODFJ95Tv745UP7wYdOqItRoZ2T4URImItbceKMpEW3aZI40Oh7/gvxRo1SikZoL5ZKkdkaGHyVhImJNrVpmkT6Yw7137jz29W3bYP588/dGjgx+fOI9oZqE5eZCZibUqQNdutiORoJFSZiIWJWaChdfDPv2wb33HvvazJlm8f6ll0LTpnbiE28J1TYVq1aZx549ISrKbiwSPErCRMS6adPMbNerr8KXX5o/KylRbzAJvFBtU6FSZHhSEiYi1nXubI40KimB224zjytX1mXTJkhMNLNlIoHgnwnLyICiIruxlKedkeFJSZiIhIT77zclx3//G/7+d5g7Nw6Aa67RYd0SOHFx0KKFOQIrK8t2NGW0MzI8KQkTkZDQsCFMnmyux42DBQsaAHDddRaDEk8KtZJkQYFZoxYRYVqxSPhQEiYiIWPUKOjVC7ZuhYMHIzj1VOjY0XZU4jWhtkPym29MabRLF6hXz3Y0EkxKwkQkZERGwpgxZc+//RbS0+3FI94UakmYSpHhS0mYiISUvLyypqxFRbB0qdVwxINCrU2FdkaGLyVhIhJSBg40DSsjI0uIjjbPRQKp/Jqwig6PDwbtjAxfSsJEJKSkpJhDvW+5JZvFi81zkUBq2hSaNDENgrdtsxtLURGsXm2uNRMWftSXV0RCTkoKxMXtplu3BNuhiEd16waffWZKkq1a2Ytj40bYv9/E0KSJvTjEDs2EiYhI2AmVNhUqRYY3JWEiIhJ2QmWHpHZGhjclYSIiEnZCJQnTzsjwpiRMRETCTvk2FbZ2SJaUqBwZ7pSEiYhI2GnZEho0gB9/hOxsOzH88IO5d1wctG1rJwaxS0mYiIiEHZ/PfkmyfCnS36BYwouSMBERCUu2O+erFClKwkREJCzZblOhnZGiJExERMJSKJUjJTwpCRMRkbBkMwnLy4PNm6F2bejaNfj3l9DgaBI2ZcoUhg8fTlpaGqv9h2MdtWjRIoYOHcqIESOYNWvWMa8VFBQwePBg5s6d62R4IiISxtq0gXr1YMcOyM0N7r1XrTKPp5wCtWoF994SOhxLwlasWEFWVhZz5sxh8uTJTJ48ufS14uJiJk2axEsvvcQbb7zBkiVL2LFjR+nrzz33HA0bNnQqNBERESIiymahgr0uTKVIAQeTsPT0dAYPHgxAUlISeXl55OfnA5Cbm0uDBg2Ij48nIiKCfv36sWzZMgA2bdrExo0bGThwoFOhiYiIAPZKktoZKeBgEpaTk0OjRo1Kn8fHx5N9tCNefHw8+/fvJzMzk8OHD7N8+XJycnIAePTRR7n77rudCktERKSUrTYV2hkpAFHBulFJuXMhfD4fU6dOZfz48cTGxtKqVSsA3n33XU499VRat2590vfKCMK8cUFBQVDuY4vG535eH6PXxwfeH6MbxhcbGwO05j//yScjY2uVPra64yss9LFmTRd8PqhVax0ZGZbOTaoEN3wOa8L2+BxLwhISEkpntwB27dpF06ZNS5/37duX2bNnAzBt2jQSExP55JNP2Lp1K0uXLmXHjh1ER0fTvHlzfvGLXxzz3t38v7o4KCMjIyj3sUXjcz+vj9Hr4wPvj9EN44uMNI9btsRUOdbqju/LL+HIEejSBU4/PbS3Rrrhc1gTwRjfypUrT/iaY+XI/v37s2DBAgDWrFlDQkICMTExpa+PHj2a3bt3c+DAAZYsWUJKSgrTp0/nH//4B2+99RZXXHEFN910088SMBERkUDp0AGio2HLFji6bNlxKkWKn2MzYb179yY5OZm0tDR8Ph8TJkxg7ty5xMbGMmTIEIYNG8aoUaPw+XyMGTOG+Ph4p0IRERE5rqgo6NwZvvkG1q6F0093/p7aGSl+jq4JGzdu3DHPu5brSJeamkpqauoJP/aWW25xLC4RERG/7t1NEvbtt8FNwjQTJuqYLyIiYS2YbSqKi8satWomTJSEiYhIWAtmm4pNm8zas5YtISHB+ftJaFMSJiIiYc0/ExaMTgUqRUp5SsJERCSsdepkWlVs3gwHDzp7L+2MlPKUhImISFirXRs6djTrtdavd/Ze2hkp5SkJExGRsOdfF+Z0SVLlSClPSZiIiIS9YOyQ3LEDdu6EBg2gfXvn7iPuoSRMRETCXjCSsPKlSJ/PufuIeygJExGRsBeMNhUqRcpPKQkTEZGw17WrmZ3asAEOH3bmHtoZKT+lJExERMJevXrQrh0cOQIbNzpzD+2MlJ9SEiYiIoKz68L27jXJXXR02X1ElISJiIjgbJuK1avNY48eUKtW4N9f3ElJmIiICM7OhKkUKcejJExERITgJGFalC/lKQkTERHB7JAEWLsWiooC+97aGSnHoyRMREQEaNgQEhPh0CHIzAzc+xYWwjffmBYYPXsG7n3F/ZSEiYiIHOVESfLbb03vsY4dITY2cO8r7qckTERE5CgnOuerFCknoiRMRETkKP9MWCDbVGhnpJyIkjAREZGjnChHameknIiSMBERkaPKz4SVlNT8/YqLVY6UE1MSJiIiclTjxtC0KeTnw/ff1/z9vvsO9u2D5s2hWbOav594i5IwERGRcgJZklQpUk5GSZiIiEg5gUzCVIqUk1ESJiIiUk4g21RoZ6ScjJIwERGRcgLZpkLlSDkZJWEiIiLllC9H1mSH5M6d8MMPpkt+hw6BiU28RUmYiIhIOc2bQ1wc5OaaRKq6/OvBevWCCP20lePQl4WIiEg5Pl/ZurCalCRVipSKKAkTERH5iUDskNTOSKmIkjAREZGfCEQSpp2RUhElYSIiIj9R0zYV+fmwYQP/3969B1VZ53Ecf5/AA8LB4BCH8pqRSEKaXdgwsyy0UqfdmjQWLzVOlMu6XSYrO2o661pp2dhtzO7TbWTXtGVnKlsdnaiQShyMQgUTL3gDBDJucds/znhWDOOA5+HpPH5eM03P4/Oc53x/eIbz8fldHnr1gsRE/9Ul1qIQJiIicoozXaZi+3bPzMrERLDb/VeXWItCmIiIyCkGDIDwcM/syMrKrr9eXZHiC4UwERGRU5xzzpnNkNTMSPGFQpiIiEgHziSEaWak+EIhTEREpAPdnSHZ1ATffefZHjHCvzWJtSiEiYiIdKC7IayoCH75BeLioE8f/9cl1qEQJiIi0oHuLlOhrkjxlUKYiIhIBwYPhpAQOHAAfvrJ99dpZqT4SiFMRESkA8HBMHSoZ3vHDt9fp5mR4iuFMBERkdPo6riwtjZ1R4rvgo28+JNPPklBQQE2mw23283w4cO9xzZs2MDKlSux2+1MnDiRadOmUV9fz9y5c6msrKSxsZHMzEzGjh1rZIkiIiKn1dVlKkpLoaYGXC44/3zDyhKLMCyEff311+zdu5esrCx2796N2+0mKysLgNbWVhYvXsy6deuIjIwkIyOD1NRU8vPzSUpKIiMjg7KyMmbOnKkQJiIipunqnbCTuyJtNmNqEuswLITl5uaSmpoKQFxcHDU1Nfz88884HA6qqqro06cPTqcTgKuvvpqvvvqK22+/3fv6Q4cOERsba1R5IiIinepqCFNXpHSFYSGsoqKCxJMeHe90OikvL8fhcOB0OqmtraW0tJR+/fqRl5dHcnKy99y0tDQOHz7MK6+80uG1i7r7RNUuaGho6JH3MYvaF/is3kartw+s30YrtK+pCYKCEtizB7Zt20loaJv3WEfty8npD0QQE3OAoqLjPVyt/1nh7/C3mN0+Q8eEnayt7f8fXJvNxtNPP43b7SYiIoL+/fu3O3f16tUUFRXxyCOPkJ2dje2Ue7qXnOikN1BRUVGPvI9Z1L7AZ/U2Wr19YP02WqV9Q4Z4ZkfabAmc3JyO2ldc7Pn/pEn9iY/vwSINYpW/w9PpifZt3br1tMcMmx3pcrmoqKjw7h89epSYmBjvfnJyMh988AGrVq0iIiKCfv36UVhYyKFDhwBP0GppaeHYsWNGlSgiItIpX7sky8uhrAzCw+Hii42vSwKfYSHsmmuuYf369QB8//33uFwuHA6H9/g999xDZWUldXV1bNq0iZSUFL799lvefPNNwNOdWVdXR1RUlFElioiIdMrXEHZiPNiIEXCOFoASHxjWHXn55ZeTmJhIWloaNpuNhQsXsnbtWiIiIhg3bhxTpkxh5syZ2Gw27r33XpxOJ2lpacybN4/09HQaGhp44oknOEefZBERMZGvy1RokVbpKkPHhM2ZM6fdfkJCgnd7/PjxjB8/vt3x0NBQli9fbmRJIiIiXdLVO2EKYeIr3WYSERH5DUOHetb8Ki6GX345/Xl6ZqR0lUKYiIjIb+jd2/Mw75YWKCnp+JzaWti50/O8yaSknq1PApdCmIiISCc665L87jvPcyOHDYOQkJ6rSwKbQpiIiEgnOgth6oqU7lAIExER6URnIUyD8qU7FMJEREQ60dkyFVqeQrpDIUxERKQTJ0LYzp3Q3Nz+WHOzZ0wYeBZqFfGVQpiIiEgnIiJgwABobIQ9e9of27kTGho8MygjI82pTwKTQpiIiIgPTtclqa5I6S6FMBERER+cbnC+ZkZKdymEiYiI+OB0IUwzI6W7FMJERER80FEIa2tTd6R0n0KYiIiID06MCduxA1pbPdv79kFVFZx3HvTta15tEpgUwkRERHzgdEJsrOc5kfv3e/7s5K5Im8282iQwKYSJiIj46NQuSXVFyplQCBMREfHRqctUaGaknAmFMBERER+deidMMyPlTCiEiYiI+OjkEFZdHcS+fRAWBkOGmFuXBCaFMBERER+dCGFFRVBUFALA8OEQFGRiURKwFMJERER85HJBVBRUV0NOjgNQV6R0n0KYiIiIj2y2/98N+/jjPoBCmHSfQpiIiEgXnAhhR4/2AjQzUrpPIUxERKQLTixTAZ6xYJdeal4tEtgUwkRERLrgxJ0w8ASy0FDzapHAphAmIiLSBSeHMHVFyplQCBMREemC/v2hd2/PdlSUubVIYFMIExER6YItW6Cx0bP96quQm2tuPRK4FMJERES6YPPm/283N7ffF+kKhTAREZEuuP56CAmBoKA27HbPvkh3KISJiIh0QUoKbNwIf/tbORs3evZFuiPY7AJEREQCTUoKREZWcsklLrNLkQCmO2EiIiIiJlAIExERETGBQpiIiIiICRTCREREREygECYiIiJiAoUwERERERMohImIiIiYQCFMRERExAQKYSIiIiImUAgTERERMYFCmIiIiIgJFMJERERETGDoA7yffPJJCgoKsNlsuN1uhg8f7j22YcMGVq5cid1uZ+LEiUybNg2AZcuWsXXrVpqbm7nvvvsYP368kSWKiIiImMKwEPb111+zd+9esrKy2L17N263m6ysLABaW1tZvHgx69atIzIykoyMDFJTUyktLaW4uJisrCyqqqq47bbbFMJERETEkgwLYbm5uaSmpgIQFxdHTU0NP//8Mw6Hg6qqKvr06YPT6QTg6quv5quvvuKPf/yj925Znz59qK+vp6WlhaCgIKPKFBERETGFYSGsoqKCxMRE777T6aS8vByHw4HT6aS2tpbS0lL69etHXl4eycnJBAUFERYWBsCaNWsYM2ZMhwFs69atRpVtyvuYRe0LfFZvo9XbB9Zvo9oX+KzeRjPbZ+iYsJO1tbV5t202G08//TRut5uIiAj69+/f7twNGzawZs0a3nzzzV9d54orrjC8VhERERGjGRbCXC4XFRUV3v2jR48SExPj3U9OTuaDDz4AYPny5fTr1w+AnJwcXnnlFV5//XUiIiKMKk9ERETEVIYtUXHNNdewfv16AL7//ntcLhcOh8N7/J577qGyspK6ujo2bdpESkoKx48fZ9myZaxatYrIyEijShMRERExnWF3wi6//HISExNJS0vDZrOxcOFC1q5dS0REBOPGjWPKlCnMnDkTm83Gvffei9Pp9M6KfPDBB73XWbp0KX379jWqTBERERFT2NpOHqwlAOzatYvMzEzuvvtu7/plVmLltdjq6+uZO3culZWVNDY2kpmZydixY80uy+8aGhqYNGkSmZmZ3H777WaX41d5eXk88MADDBkyBID4+HgWLFhgclX+lZ2dzeuvv05wcDD3338/119/vdkl+dW//vUvsrOzvfuFhYVs27bNxIr8q7a2lscee4yamhqampr461//yrXXXmt2WX7T2trKwoULKS4uplevXixatIi4uDizy/KLU7/fDx06xKOPPkpLSwsxMTE888wz2O32HqunxwbmB4q6ujoWL15MSkqK2aUYYsuWLZZei23Tpk0kJSWRkZFBWVkZM2fOtGQIW7lyJeeee67ZZRgmOTmZF154wewyDFFVVcXLL7/Mhx9+SF1dHS+++KLlQtjkyZOZPHky4Fkz8pNPPjG5Iv9at24dgwcP5uGHH+bIkSPcddddfPrpp2aX5TcbN27k+PHjrF69mn379rFkyRJWrVpldllnrKPv9xdeeIH09HRuueUWnnvuOdasWUN6enqP1aTHFp3Cbrfz2muv4XK5zC7FEFdddRXPP/880H4tNquYMGECGRkZABw6dIjY2FiTK/K/3bt3U1JSYrkv7rNFbm4uKSkpOBwOXC4XixcvNrskQ7388stkZmaaXYZfRUVFUV1dDcBPP/1EVFSUyRX5V2lpqXfNzoEDB3Lw4EFLfE909P2el5fHjTfeCMDYsWPJzc3t0ZoUwk4RHBxMaGio2WUYxte12AJdWloac+bMwe12m12K3y1dupS5c+eaXYahSkpKmDVrFn/+85/58ssvzS7Hrw4cOEBDQwOzZs0iPT29x3/p96Tt27dzwQUXtJsZbwUTJ07k4MGDjBs3jmnTpvHYY4+ZXZJfxcfH88UXX9DS0sKPP/7I/v37qaqqMrusM9bR93t9fb23+zE6Opry8vKeralH301+N35rLTYrWL16NUVFRTzyyCNkZ2djs9nMLskvPvroIy677DIGDBhgdimGufDCC5k9eza33HIL+/fvZ8aMGXz22Wc9Ok7DaNXV1bz00kscPHiQGTNmsGnTJst8Rk+2Zs0abrvtNrPL8Lt///vf9O3blzfeeIMdO3bgdrtZu3at2WX5zXXXXUd+fj5Tp05l6NChXHTRRZwNw8fNaKNC2FnIymuxFRYWEh0dzQUXXMAll1xCS0sLx44dIzo62uzS/GLz5s3s37+fzZs3c/jwYex2O+effz6jRo0yuzS/iY2NZcKECYCnK+S8887jyJEjlgme0dHRjBw5kuDgYAYOHEh4eLilPqMny8vLY/78+WaX4Xf5+fmMHj0agISEBI4ePWq5R+w99NBD3u3U1FRLfj4BwsLCaGhoIDQ0lCNHjvT4UCR1R55lrL4W27fffuu9u1dRUUFdXZ2lxmusWLGCDz/8kH/+859MnjyZzMxMSwUw8MwcfOONNwAoLy+nsrLSUmP7Ro8ezZYtW2htbaWqqspyn9ETjhw5Qnh4uKXuYJ4waNAgCgoKACgrKyM8PNxSAWzHjh08/vjjAHz++ecMGzaMc86xZlwYNWqUd03Tzz77rMdnuepO2CkKCwtZunQpZWVlBAcHs379el588UXLBJaPP/7Y0muxpaWlMW/ePNLT02loaOCJJ56w7C8Pq7rhhhuYM2cOGzdupKmpiUWLFlnqizw2NpabbrqJKVOmADB//nxLfkbLy8txOp1ml2GIO++8E7fbzbRp02hubmbRokVml+RX8fHxtLW1cccddxASEsKzzz5rdkl+0dH3+7PPPsvcuXPJysqib9++/OlPf+rRmrROmIiIiIgJrPfPLxEREZEAoBAmIiIiYgKFMBERERETKISJiIiImEAhTERERMQECmEi8rt04MABRo4cyfTp073/LVmy5LTnT58+nV27drX7s127djF9+nRD6/zDH/5g6PVFxLq0TpiI/G4NHjyYd9991+wyREQMoRAmIgFn2bJl5Ofn09LSwtSpU9stsHj48GEeeOAB7HY7Q4cO/dVr8/LyeP/997HZbPz444/cdNNNzJ49m+nTp7NgwQLi4+N57733qKqqIjk5mXfeeYegoCB++OEHZs2aRU5ODkVFRTz66KOkpqYC8I9//MP7yKwVK1bQ2NiI2+2mpqaGlpYW5s+fT0JCAuPHj2fMmDFER0fzl7/8pcd+XiLy+6QQJiIB5ZtvvqG4uJjVq1dTV1fHrbfe6g1DAO+88w4TJkzgrrvu4tVXX2Xnzp2/usb27dv55JNPaG1t5YYbbmD27Nmnfb+ioiI+/fRTvvnmG+9K/gUFBbz77rukpqZSXV3NpEmTmD9/Pvfff783pF177bVMnjyZkpISlixZwltvvUVzczNjxoxhzJgxhvxsRCSwKISJyO/Wnj172o3pGjVqFKGhoVx11VWA5+G7F198MXv37vWes3v3bm6++WbAM14rJyfnV9cdNmwYvXv39qmGhIQE7HY7MTExXHjhhYSFhREdHc3x48cBCAkJ4bLLLgPg0ksvZc+ePWzbto1jx46RnZ0NQH19vfd6w4cP78qPQEQsTCFMRH63OhoT9vbbb7fbb2pqavfsxba2Nu9+a2trh9cNDv7tX33Nzc0dntvR62w226/2e/XqxYIFCxg5cuSvzu/Vq9dvvreInD00O1JEAkpSUhJ5eXkA1NbWsm/fPgYNGuQ9PnjwYAoLCwG85/nC4XBQXl4OQH5+vs+va2ho8L5fQUEBcXFxjBgxgg0bNgBQUlLCW2+95fP1ROTsoTthIhJQrrzySpKSkpg6dSrNzc08/PDDhIWFeY/PmDGDBx98kP/+97/Ex8f7fN0777yTv//97wwaNIiBAwf6/DqXy8V//vMfnnrqKaKjoxk9ejRXXHEFjz/+OOnp6bS2tjJv3rwutVFEzg62tra2NrOLEBERETnbqDtSRERExAQKYSIiIiImUAgTERERMYFCmIiIiIgJFMJERERETKAQJiIiImIChTARERERE/wPGzdzZ1WwoT0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-whitegrid')\n",
    "# train\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.plot(range(1, train_result.shape[0]+1), train_result, 'b.-', linewidth=2)\n",
    "plt.xticks(range(1, train_result.shape[0]+1))\n",
    "plt.xlabel('Fold number')\n",
    "if len(mode)==1 and mode[0]==0:\n",
    "  plt.ylabel('MSE')\n",
    "  plt.savefig('./results/train_MSE.jpg')\n",
    "else:\n",
    "  plt.ylabel('Accuracy')\n",
    "  if len(mode)==2:\n",
    "    plt.savefig('./results/train_2class('+str(mode[0])+','+str(mode[1])+')_accuracy.jpg')\n",
    "  else:\n",
    "    plt.savefig('./results/train_4class.jpg')\n",
    "# test\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.plot(range(1, test_result.shape[0]+1), test_result, 'b.-', linewidth=2)\n",
    "plt.xticks(range(1, test_result.shape[0]+1))\n",
    "plt.xlabel('Fold number')\n",
    "if len(mode)==1 and mode[0]==0:\n",
    "  plt.ylabel('MSE')\n",
    "  plt.savefig('./results/test_MSE.jpg')\n",
    "else:\n",
    "  plt.ylabel('Accuracy')\n",
    "  if len(mode)==2:\n",
    "    plt.savefig('./results/test_2class('+str(mode[0])+','+str(mode[1])+')_accuracy.jpg')\n",
    "  else:\n",
    "    plt.savefig('./results/test_4class.jpg')\n",
    "\n",
    "\n",
    "if len(mode)==2:\n",
    "  train_conf_mat /= 10.\n",
    "  test_conf_mat /= 10.\n",
    "  print('train confusion matrix:\\n', train_conf_mat)\n",
    "  print('test confusion matrix:\\n', test_conf_mat)\n",
    "  train_sensitivity = np.array(train_sensitivity)\n",
    "  train_specificity = np.array(train_specificity)\n",
    "  test_sensitivity = np.array(test_sensitivity)\n",
    "  test_specificity = np.array(test_specificity)\n",
    "  # train\n",
    "  plt.figure(figsize=(10, 8))\n",
    "  plt.plot(range(1, train_result.shape[0]+1), train_result, 'r.-', label='Accuracy', linewidth=2)\n",
    "  plt.plot(range(1, train_sensitivity.shape[0]+1), train_sensitivity, 'g.-', label='sensitivity', linewidth=2)\n",
    "  plt.plot(range(1, train_specificity.shape[0]+1), train_specificity, 'b.-', label='specificity', linewidth=2)\n",
    "  plt.xticks(range(1, train_result.shape[0]+1))\n",
    "  plt.xlabel('Fold number')\n",
    "  plt.ylabel('Performance')\n",
    "  plt.legend()\n",
    "  plt.savefig('./results/train_2class('+str(mode[0])+','+str(mode[1])+')_acc_sen_spe.jpg')\n",
    "\n",
    "  plt.figure(figsize=(10, 8))\n",
    "  plt.plot(range(1, train_sensitivity.shape[0]+1), train_sensitivity, 'r.-', label='sensitivity', linewidth=2)\n",
    "  plt.plot(range(1, train_specificity.shape[0]+1), train_specificity, 'b.-', label='specificity', linewidth=2)\n",
    "  plt.xticks(range(1, train_sensitivity.shape[0]+1))\n",
    "  plt.xlabel('Fold number')\n",
    "  plt.ylabel('Performance')\n",
    "  plt.legend()\n",
    "  plt.savefig('./results/train_2class('+str(mode[0])+','+str(mode[1])+')_sen_spe.jpg')\n",
    "  # test\n",
    "  plt.figure(figsize=(10, 8))\n",
    "  plt.plot(range(1, test_result.shape[0]+1), test_result, 'r.-', label='Accuracy', linewidth=2)\n",
    "  plt.plot(range(1, test_sensitivity.shape[0]+1), test_sensitivity, 'g.-', label='sensitivity', linewidth=2)\n",
    "  plt.plot(range(1, test_specificity.shape[0]+1), test_specificity, 'b.-', label='specificity', linewidth=2)\n",
    "  plt.xticks(range(1, test_result.shape[0]+1))\n",
    "  plt.xlabel('Fold number')\n",
    "  plt.ylabel('Performance')\n",
    "  plt.legend()\n",
    "  plt.savefig('./results/test_2class('+str(mode[0])+','+str(mode[1])+')_acc_sen_spe.jpg')\n",
    "\n",
    "  plt.figure(figsize=(10, 8))\n",
    "  plt.plot(range(1, test_sensitivity.shape[0]+1), test_sensitivity, 'r.-', label='sensitivity', linewidth=2)\n",
    "  plt.plot(range(1, test_specificity.shape[0]+1), test_specificity, 'b.-', label='specificity', linewidth=2)\n",
    "  plt.xticks(range(1, test_sensitivity.shape[0]+1))\n",
    "  plt.xlabel('Fold number')\n",
    "  plt.ylabel('Performance')\n",
    "  plt.legend()\n",
    "  plt.savefig('./results/test_2class('+str(mode[0])+','+str(mode[1])+')_sen_spe.jpg')\n",
    "\n",
    "if len(mode)==1 and mode[0]==0:\n",
    "  df = pd.DataFrame(np.concatenate([labels.reshape(-1, 1), reg_pred], axis=1), columns=['True value', 'Predict value'])\n",
    "  df.to_csv('./results/true vs pred.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "w0JKg7X3BkX_"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "naePE0ViB9x7"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 2055,
     "status": "ok",
     "timestamp": 1587846255929,
     "user": {
      "displayName": "Ramin Akhtar",
      "photoUrl": "",
      "userId": "18054088260314135543"
     },
     "user_tz": -270
    },
    "id": "kFT-a1A12X2-",
    "outputId": "9f535daf-8508-4433-9d16-730dfc373c2b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "confusion matrix:\n",
      " [[2.484e-28 0.000e+00]\n",
      " [5.110e-29 2.900e-30]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-whitegrid')\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(train_result, 'b.-', linewidth=2)\n",
    "plt.xlabel('Fold number')\n",
    "if len(mode)==1 and mode[0]==0:\n",
    "  plt.ylabel('MSE')\n",
    "  plt.savefig('./results/MSE.jpg')\n",
    "else:\n",
    "  plt.ylabel('Accuracy')\n",
    "  if len(mode)==2:\n",
    "    plt.savefig('./results/2class('+str(mode[0])+','+str(mode[1])+')_accuracy.jpg')\n",
    "  else:\n",
    "    plt.savefig('./results/4class.jpg')\n",
    "\n",
    "\n",
    "if len(mode)==2:\n",
    "  conf_mat /= 10.\n",
    "  print('confusion matrix:\\n', conf_mat)\n",
    "\n",
    "  sensitivity = np.array(sensitivity)\n",
    "  specificity = np.array(specificity)\n",
    "\n",
    "\n",
    "  plt.figure(figsize=(8, 6))\n",
    "  plt.plot(range(train_result.shape[0]), train_result, 'r.-', label='Accuracy', linewidth=2)\n",
    "  plt.plot(range(sensitivity.shape[0]), sensitivity+0.1, 'g.-', label='sensitivity', linewidth=2)\n",
    "  plt.plot(range(specificity.shape[0]), specificity+0.2, 'b.-', label='specificity', linewidth=2)\n",
    "  plt.xlabel('Fold number')\n",
    "  plt.ylabel('Performance')\n",
    "  plt.legend()\n",
    "  plt.savefig('./results/2class('+str(mode[0])+','+str(mode[1])+')_acc_sen_spe.jpg')\n",
    "\n",
    "  plt.figure(figsize=(8, 6))\n",
    "  plt.plot(sensitivity, 'g.-', label='sensitivity', linewidth=2)\n",
    "  plt.plot(specificity, 'b.-', label='specificity', linewidth=2)\n",
    "  plt.xlabel('Fold number')\n",
    "  plt.ylabel('Performance')\n",
    "  plt.legend()\n",
    "  plt.savefig('./results/2class('+str(mode[0])+','+str(mode[1])+')_sen_spe.jpg')"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Proposed method.ipynb",
   "provenance": []
  },
  "kernelspec": {
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